Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: DNMT3A

Gene summary for DNMT3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNMT3A

Gene ID

1788

Gene nameDNA methyltransferase 3 alpha
Gene AliasDNMT3A2
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y6K1


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
1788DNMT3ALZE2THumanEsophagusESCC5.71e-033.50e-010.082
1788DNMT3ALZE4THumanEsophagusESCC3.20e-031.49e-010.0811
1788DNMT3ALZE7THumanEsophagusESCC1.53e-042.36e-010.0667
1788DNMT3ALZE24THumanEsophagusESCC4.08e-041.58e-010.0596
1788DNMT3AP1T-EHumanEsophagusESCC8.93e-042.46e-010.0875
1788DNMT3AP2T-EHumanEsophagusESCC1.56e-396.69e-010.1177
1788DNMT3AP4T-EHumanEsophagusESCC1.28e-021.64e-010.1323
1788DNMT3AP5T-EHumanEsophagusESCC4.76e-111.27e-010.1327
1788DNMT3AP8T-EHumanEsophagusESCC1.04e-101.79e-010.0889
1788DNMT3AP9T-EHumanEsophagusESCC6.18e-031.36e-010.1131
1788DNMT3AP10T-EHumanEsophagusESCC3.91e-273.81e-010.116
1788DNMT3AP11T-EHumanEsophagusESCC4.64e-051.95e-010.1426
1788DNMT3AP12T-EHumanEsophagusESCC3.70e-183.58e-010.1122
1788DNMT3AP15T-EHumanEsophagusESCC1.12e-102.28e-010.1149
1788DNMT3AP16T-EHumanEsophagusESCC1.12e-224.45e-010.1153
1788DNMT3AP20T-EHumanEsophagusESCC5.29e-041.01e-010.1124
1788DNMT3AP21T-EHumanEsophagusESCC4.82e-036.97e-020.1617
1788DNMT3AP22T-EHumanEsophagusESCC9.55e-111.48e-010.1236
1788DNMT3AP23T-EHumanEsophagusESCC3.31e-112.91e-010.108
1788DNMT3AP24T-EHumanEsophagusESCC4.66e-061.50e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000166628ThyroidATCresponse to hypoxia169/6293307/187236.58e-154.12e-13169
GO:000756829ThyroidATCaging166/6293339/187232.79e-096.60e-08166
GO:000931426ThyroidATCresponse to radiation210/6293456/187231.69e-083.39e-07210
GO:0010212110ThyroidATCresponse to ionizing radiation82/6293148/187233.88e-087.15e-0782
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:007145325ThyroidATCcellular response to oxygen levels94/6293177/187236.62e-081.17e-0694
GO:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
GO:003629425ThyroidATCcellular response to decreased oxygen levels85/6293161/187233.86e-075.65e-0685
GO:007145624ThyroidATCcellular response to hypoxia78/6293151/187233.44e-063.86e-0578
GO:004002913ThyroidATCregulation of gene expression, epigenetic57/6293105/187231.01e-051.00e-0457
GO:0010038210ThyroidATCresponse to metal ion165/6293373/187231.07e-051.05e-04165
GO:003235519ThyroidATCresponse to estradiol72/6293141/187231.35e-051.29e-0472
GO:000110124ThyroidATCresponse to acid chemical69/6293135/187231.95e-051.76e-0469
GO:000963634ThyroidATCresponse to toxic substance119/6293262/187234.30e-053.48e-04119
GO:009730528ThyroidATCresponse to alcohol113/6293253/187231.53e-041.06e-03113
GO:004320022ThyroidATCresponse to amino acid58/6293116/187231.88e-041.26e-0358
GO:007122922ThyroidATCcellular response to acid chemical42/629380/187233.75e-042.29e-0342
GO:190401921ThyroidATCepithelial cell apoptotic process58/6293121/187237.47e-044.14e-0358
GO:007123022ThyroidATCcellular response to amino acid stimulus37/629371/187239.80e-045.21e-0337
GO:000758418ThyroidATCresponse to nutrient78/6293174/187231.31e-036.85e-0378
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
DNMT3AGDTEndometriumAEHPHYKPL,SERTAD2,PLA2G16, etc.2.03e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
DNMT3AGDTEndometriumEECPHYKPL,SERTAD2,PLA2G16, etc.1.54e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
DNMT3ANKEndometriumEECPHYKPL,SERTAD2,PLA2G16, etc.6.10e-02The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
DNMT3ASNVMissense_Mutationrs367909007c.2141N>Gp.Ser714Cysp.S714CQ9Y6K1protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNMT3ASNVMissense_Mutationnovelc.2431N>Ap.Asp811Asnp.D811NQ9Y6K1protein_codingdeleterious(0)benign(0.202)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DNMT3ASNVMissense_Mutationc.1282N>Cp.Glu428Glnp.E428QQ9Y6K1protein_codingtolerated(0.21)benign(0.424)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNMT3ASNVMissense_Mutationc.1024N>Ap.Glu342Lysp.E342KQ9Y6K1protein_codingdeleterious(0.05)possibly_damaging(0.802)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNMT3ASNVMissense_Mutationc.793N>Ap.Val265Metp.V265MQ9Y6K1protein_codingtolerated(0.07)possibly_damaging(0.593)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DNMT3ASNVMissense_Mutationnovelc.650N>Cp.Lys217Thrp.K217TQ9Y6K1protein_codingdeleterious(0.03)benign(0.074)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
DNMT3ASNVMissense_Mutationrs752160822c.2669N>Ap.Gly890Aspp.G890DQ9Y6K1protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D8-A1JE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamicinSD
DNMT3AinsertionFrame_Shift_Insnovelc.572_573insTGCCGAGGCTCACCTTCCAp.Gln191HisfsTer31p.Q191Hfs*31Q9Y6K1protein_codingTCGA-A7-A3IY-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DNMT3AinsertionNonsense_Mutationnovelc.1607_1608insGTp.Tyr536Terp.Y536*Q9Y6K1protein_codingTCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DNMT3AinsertionIn_Frame_Insnovelc.1606_1607insCCTGGGTTCAAGCAGTTCTCCTGCCTCAGCCTCCCGp.Tyr536delinsSerTrpValGlnAlaValLeuLeuProGlnProProAspp.Y536delinsSWVQAVLLPQPPDQ9Y6K1protein_codingTCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-MTC-423
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEN/A21881046,25281355,22490330,21670448
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-Figure2aExample1
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-Figure3CM
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-MTC-427
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEPMID27376512-Compound-MTC-422
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEIDARUBICINIDARUBICIN22081665
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEwarfarinWARFARIN27740732
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEDecitabineDECITABINE27418649
1788DNMT3ADRUGGABLE GENOME, ENZYME, CLINICALLY ACTIONABLEDECITABINEDECITABINE22124213
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